{"id":"W2776480153","doi":"10.12789/geocanj.2017.44.124","title":"GEOSCIENCE CANADA – Changes and Challenges","year":2017,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Earth science; Geology; Environmental science; Physical geography; Geochemistry; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006850961,0.0009132731,0.0008817111,0.003222961,0.007709945,0.01101262,0.003497289,0.005905387,0.03312118],"category_scores_gemma":[0.008739496,0.000569569,0.0007673856,0.008844298,0.006975786,0.007509298,0.004255749,0.007197003,0.002833634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1163442,"about_ca_system_score_gemma":0.3498655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9895772,"about_ca_topic_score_gemma":0.9935337,"domain_scores_codex":[0.9922754,0.0006399554,0.0002545147,0.0006797986,0.003365732,0.002784549],"domain_scores_gemma":[0.9732141,0.001450109,0.0006780564,0.0003688195,0.0151501,0.009138968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001506587,0.0001275755,0.01195269,0.000830481,0.0000623997,0.0003688015,0.001103157,0.001490577,0.0008610587,0.09281781,0.7539133,0.1363215],"study_design_scores_gemma":[0.00003229563,0.0000211406,0.02151722,0.0006430837,0.00002055083,0.0001092559,0.008159693,0.0008849846,0.0002396493,0.01221201,0.9560698,0.00009035765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01223411,0.03217332,0.0009898779,0.8921251,0.004851482,0.00004391433,0.003740753,0.000234572,0.05360679],"genre_scores_gemma":[0.4426431,0.1250398,0.01140907,0.2711546,0.003632483,0.0001123487,0.006482951,0.0004619417,0.1390637],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9895772,"threshold_uncertainty_score":0.8441405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471700066184098,"score_gpt":0.2138571982404148,"score_spread":0.1891401975785738,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}